https://zl-labs.tech/tags/rag/ Recent content in RAG on ZL Labs Ltd Hugo en-us Fri, 27 Jun 2025 00:00:00 +0000 https://zl-labs.tech/post/2025-06-27-xkcd-rag/ Fri, 27 Jun 2025 00:00:00 +0000 https://zl-labs.tech/post/2025-06-27-xkcd-rag/ <p>XKCD comics have become a cornerstone of internet culture, particularly in technical circles, with their witty takes on science, programming, and mathematics. However, finding the perfect XKCD for a particular topic or reference can be challenging - there are now over 3,000 comics in the archive, and traditional search methods rely heavily on exact keyword matches or remembering specific comic numbers.</p> <p>This project explores how modern Natural Language Processing (NLP) techniques can be used to search XKCD comics semantically, understanding the underlying meaning rather than just matching keywords. By applying vector embeddings and Retrieval Augmented Generation (RAG) to comic descriptions, we can now perform a search based on concepts, themes, and abstract ideas.</p>